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Author

Minghui Liu

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#artificial intelligence Preprint Sep 2026

Ladders of Thought: A Self-Evolving Curriculum of Progressively Simplified Reasoning Traces

Evaluated on two reasoning domains, math and multi-hop reasoning, across 1-8B models from different families, LoT consistently improves over KD and converges faster than staged curricula, highlighting the value of adaptive progression.

Ming-Hui Liu, Thomas Magelinski, De-Hao Yuan et al. · 0 citations
#machine learning Review Sep 2026

When AI Reviews Train AI Reviewers: Scientific-Judgment Collapse and Mitigation

This study introduces TrustReviewer, an open-source LLM-based system for generating peer reviews of AI and machine learning papers and describes a concrete risk of recursive reviewer training and provides practical interventions for preserving judgment diversity and improving recommendation alignment in AI-assisted sci...

Sy-Tuyen Ho, Ming-Hui Liu, Fu-Rong Huang · 0 citations
Jul 2026

β-OPSD: Deriving with Policy Optimization, Training with Self-Distillation

This work introduces $\beta$-OPSD and derives its optimal policy as a geometric interpolation between the reference policy and the privileged teacher, and provides a principled route from self-distillation to policy optimization and back without sacrificing the efficiency that makes OPSD practical.

Jiawei Xu, Ming-Hui Liu, Juzheng Zhang et al. · 1 citation

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